In [11]:
# T-sne
tsne = TSNE(n_components = 2, random_state=0)
tsne_res = tsne.fit_transform(x)
sns.scatterplot(x = tsne_res[:,0], y = tsne_res[:,1], hue = y_pred, palette = sns.hls_palette(10), legend = 'full');
import os
import cv2
import sys
import math
import imageio
import numpy as np
import pandas as pd
from time import time
import seaborn as sns
from tqdm import tqdm
from PIL import Image
from pathlib import Path
from sklearn import metrics
import skimage.metrics as ski
from keras.models import Model
from sklearn.manifold import TSNE
from sklearn.cluster import KMeans
from matplotlib import pyplot as plt
from tensorflow.keras import backend as K
from tensorflow.keras.optimizers import SGD
from keras.utils.vis_utils import plot_model
from sklearn.metrics.pairwise import cosine_similarity
from keras.preprocessing.image import ImageDataGenerator, array_to_img, img_to_array, load_img
sys.path.append("/home/NETID/fiona123/css590/scripts")
from DEC import *
"""
Implementation for Improved Deep Embedded Clustering as described in paper:
Xifeng Guo, Long Gao, Xinwang Liu, Jianping Yin. Improved Deep Embedded Clustering with Local Structure
Preservation. IJCAI 2017.
Author:
Xifeng Guo. 2017.4.30
"""
class IDEC(object):
def __init__(self,
dims,
n_clusters=10,
alpha=1.0,
batch_size=256):
super(IDEC, self).__init__()
self.dims = dims
print(dims)
print("==")
self.input_dim = dims[0]
self.n_stacks = len(self.dims) - 1
self.n_clusters = n_clusters
self.alpha = alpha
self.batch_size = batch_size
self.autoencoder = autoencoder(self.dims)
def initialize_model(self, ae_weights=None, gamma=0.1, optimizer='adam'):
if ae_weights is not None:
self.autoencoder.load_weights(ae_weights)
print('Pretrained AE weights are loaded successfully.')
else:
print('ae_weights must be given. E.g.')
print(' python IDEC.py mnist --ae_weights weights.h5')
exit()
hidden = self.autoencoder.get_layer(name='encoder_%d' % (self.n_stacks - 1)).output
self.encoder = Model(inputs=self.autoencoder.input, outputs=hidden)
# prepare IDEC model
clustering_layer = ClusteringLayer(self.n_clusters, name='clustering')(hidden)
self.model = Model(inputs=self.autoencoder.input,
outputs=[clustering_layer, self.autoencoder.output])
self.model.compile(loss={'clustering': 'kld', 'decoder_0': 'mse'},
loss_weights=[gamma, 1],
optimizer=optimizer)
def load_weights(self, weights_path): # load weights of IDEC model
self.model.load_weights(weights_path)
def extract_feature(self, x): # extract features from before clustering layer
encoder = Model(self.model.input, self.model.get_layer('encoder_%d' % (self.n_stacks - 1)).output)
return encoder.predict(x)
def predict_clusters(self, x): # predict cluster labels using the output of clustering layer
q, _ = self.model.predict(x, verbose=0)
return q.argmax(1)
@staticmethod
def target_distribution(q): # target distribution P which enhances the discrimination of soft label Q
weight = q ** 2 / q.sum(0)
return (weight.T / weight.sum(1)).T
def clustering(self, x,
tol=1e-3,
update_interval=140,
maxiter=2e4,
save_dir='./results/idec'):
print('Update interval', update_interval)
save_interval = x.shape[0] / self.batch_size * 5 # 5 epochs
print('Save interval', save_interval)
# initialize cluster centers using k-means
print('Initializing cluster centers with k-means.')
kmeans = KMeans(n_clusters=self.n_clusters, n_init=20)
y_pred = kmeans.fit_predict(self.encoder.predict(x))
y_pred_last = y_pred
self.model.get_layer(name='clustering').set_weights([kmeans.cluster_centers_])
# logging file
import csv, os
if not os.path.exists(save_dir):
os.makedirs(save_dir)
logfile = open(save_dir + '/idec_log.csv', 'w')
logwriter = csv.DictWriter(logfile, fieldnames=['iter', 'acc', 'nmi', 'ari', 'L', 'Lc', 'Lr'])
logwriter.writeheader()
loss = [0, 0, 0]
index = 0
for ite in range(int(maxiter)):
if ite % update_interval == 0:
q, _ = self.model.predict(x, verbose=0)
p = self.target_distribution(q) # update the auxiliary target distribution p
# evaluate the clustering performance
y_pred = q.argmax(1)
delta_label = np.sum(y_pred != y_pred_last).astype(np.float32) / y_pred.shape[0]
y_pred_last = y_pred
# check stop criterion
if ite > 0 and delta_label < tol:
print('delta_label ', delta_label, '< tol ', tol)
print('Reached tolerance threshold. Stopping training.')
logfile.close()
break
# train on batch
if (index + 1) * self.batch_size > x.shape[0]:
loss = self.model.train_on_batch(x=x[index * self.batch_size::],
y=[p[index * self.batch_size::], x[index * self.batch_size::]])
index = 0
else:
loss = self.model.train_on_batch(x=x[index * self.batch_size:(index + 1) * self.batch_size],
y=[p[index * self.batch_size:(index + 1) * self.batch_size],
x[index * self.batch_size:(index + 1) * self.batch_size]])
index += 1
# save intermediate model
if ite % save_interval == 0:
# save IDEC model checkpoints
print('saving model to:', save_dir + '/IDEC_model_' + str(ite) + '.h5')
self.model.save_weights(save_dir + '/IDEC_model_' + str(ite) + '.h5')
ite += 1
# save the trained model
logfile.close()
print('saving model to:', save_dir + '/IDEC_model_final.h5')
self.model.save_weights(save_dir + '/IDEC_model_final.h5')
return y_pred
"""
Implementation for creating ssim image based on all the heatmaps
Author:
Jeffmur - GeoLife
"""
def ssimImage(df):
dim = df.shape
img = Image.new("RGB", (dim[0], dim[1]), color="red")
pixels = img.load()
for row in df.itertuples():
# Need row index for assignment
for c in range(1, len(row)):
# Capture data point @ [row, column]
data = row[c]
freq = int(255 * data)
pixels[row[0], c - 1] = (0, freq, 0)
return img
def ssim(fn, fns):
imageA = cv2.imread(fn)
all_scores = []
for f in fns:
imageB = cv2.imread(f)
score = ski.structural_similarity(imageA, imageB, gaussian_weights=True, multichannel=True)
all_scores.append(score)
return all_scores
def createSSIMimage(data_directory):
parseDir = Path(data_directory).rglob("*.png")
all = sorted(parseDir, key=lambda i: os.path.splitext(os.path.basename(i))[0])
files = [str(x) for x in all]
print(files)
df = pd.DataFrame(index=range(len(files)),columns=range(len(files)))
to_append = []
i = 0
for A in tqdm(files):
to_append = ssim(A, files[:])
df.loc[i] = to_append
i+=1
return df, ssimImage(df)
# Load the data from ResizedHeatMap_28 directory and save as one numpy array
def load_geolife():
stream = os.popen('find /data/fiona123/GeolifeTrajectories/ResizedHeatMap_28/ -type f -print | wc -l')
output = stream.readlines()
img_count = output[0].strip("\n")
root = "/data/fiona123/GeolifeTrajectories/ResizedHeatMap_28/"
count = 0
img_path = [None] * int(img_count)
for path, subdirs, files in os.walk(root):
for name in files:
img_path[count] = str(os.path.join(path, name))
count += 1
x = np.array([np.array(Image.open(fname)) for fname in img_path])
x = x.reshape((x.shape[0], -1))
x = np.divide(x, 50.) # Normalize as mentioned in the paper
return x, img_path
# Load dataset
x, img_path = load_geolife()
(843, 28, 28) 0 238 0.0 4.76 (843, 784)
# Prepare the IDEC model
n_clust = 10
optimizer = SGD(learning_rate=0.01, momentum=0.99)
idec = IDEC(dims=[x.shape[-1], 500, 500, 2000, 10], n_clusters=n_clust, batch_size=16)
idec.initialize_model(ae_weights='/data/fiona123/GeolifeTrajectories/data-and-models/ae_weights/mnist_ae_weights.h5', gamma=0.1, optimizer=optimizer)
plot_model(idec.model, to_file='idec_model.png', show_shapes=True)
idec.model.summary()
[784, 500, 500, 2000, 10] == Pretrained AE weights are loaded successfully. Model: "model_2" __________________________________________________________________________________________________ Layer (type) Output Shape Param # Connected to ================================================================================================== input (InputLayer) [(None, 784)] 0 __________________________________________________________________________________________________ encoder_0 (Dense) (None, 500) 392500 input[0][0] __________________________________________________________________________________________________ encoder_1 (Dense) (None, 500) 250500 encoder_0[0][0] __________________________________________________________________________________________________ encoder_2 (Dense) (None, 2000) 1002000 encoder_1[0][0] __________________________________________________________________________________________________ encoder_3 (Dense) (None, 10) 20010 encoder_2[0][0] __________________________________________________________________________________________________ decoder_3 (Dense) (None, 2000) 22000 encoder_3[0][0] __________________________________________________________________________________________________ decoder_2 (Dense) (None, 500) 1000500 decoder_3[0][0] __________________________________________________________________________________________________ decoder_1 (Dense) (None, 500) 250500 decoder_2[0][0] __________________________________________________________________________________________________ clustering (ClusteringLayer) (None, 10) 100 encoder_3[0][0] __________________________________________________________________________________________________ decoder_0 (Dense) (None, 784) 392784 decoder_1[0][0] ================================================================================================== Total params: 3,330,894 Trainable params: 3,330,894 Non-trainable params: 0 __________________________________________________________________________________________________
# Extract clustering layer outputs
y_pred = idec.clustering(x, tol=0.01, maxiter=2e4,
update_interval=25, save_dir='/data/fiona123/GeolifeTrajectories/IDEC')
print(y_pred)
Update interval 25 Save interval 263.4375 Initializing cluster centers with k-means. saving model to: /data/fiona123/GeolifeTrajectories/IDEC/IDEC_model_0.h5 delta_label 0.0071174377224199285 < tol 0.01 Reached tolerance threshold. Stopping training. saving model to: /data/fiona123/GeolifeTrajectories/IDEC/IDEC_model_final.h5 [2 1 2 2 2 8 8 5 5 6 5 1 1 1 1 0 5 6 2 2 5 5 2 0 0 5 2 8 2 0 2 9 5 0 2 1 0 0 6 0 0 0 2 0 8 1 0 6 0 6 0 0 9 2 0 2 7 2 0 2 0 2 2 2 0 9 3 5 6 2 3 2 0 3 2 8 3 2 3 2 0 1 1 6 2 2 2 2 2 0 0 0 0 0 0 0 0 0 0 0 6 8 7 1 0 0 0 2 3 2 1 2 0 1 2 2 8 8 8 9 9 5 8 2 5 5 9 5 1 2 5 0 5 2 6 1 2 2 2 3 0 5 8 5 5 5 2 5 5 6 5 5 1 9 5 5 5 9 5 5 5 5 9 5 5 5 5 5 5 9 5 9 5 5 5 5 5 9 5 5 0 0 1 0 8 0 8 8 8 9 5 8 2 8 2 8 8 8 1 1 3 3 3 2 6 8 8 8 8 9 6 9 6 1 1 1 1 9 9 1 1 1 9 1 6 1 1 1 1 2 1 1 1 6 2 2 2 2 2 2 1 1 5 2 6 2 2 5 5 5 5 5 2 0 9 5 9 5 2 8 8 6 0 6 6 2 2 0 0 0 0 1 2 2 8 8 6 4 2 0 0 2 5 1 6 2 2 7 7 7 1 7 7 7 7 7 7 7 7 7 7 7 7 1 8 3 8 3 8 8 2 2 5 0 0 2 2 2 2 5 2 5 0 0 1 5 6 5 9 0 0 9 9 9 9 9 9 9 9 9 9 5 2 1 1 2 2 8 0 2 5 5 5 5 0 2 0 2 3 0 2 3 1 9 6 9 9 9 7 9 2 2 9 9 9 9 3 8 3 3 8 8 2 8 2 8 8 8 3 3 3 2 2 9 9 9 9 2 8 5 2 6 4 2 2 2 6 3 6 9 6 9 9 9 3 9 9 9 7 1 0 2 0 2 2 8 4 4 4 4 4 4 2 2 2 0 0 0 5 0 6 9 9 9 9 2 4 6 2 2 1 6 5 2 1 2 5 3 1 1 1 3 1 4 1 1 3 7 4 7 6 3 1 3 1 3 2 1 1 4 1 3 4 3 3 3 1 4 4 3 7 1 1 7 3 4 1 7 3 7 3 4 4 3 7 1 1 4 0 2 2 5 5 5 2 2 2 8 5 0 1 0 0 8 5 5 5 5 3 3 8 8 3 2 8 8 9 9 9 5 1 5 5 1 1 2 1 2 1 0 8 8 8 8 8 2 0 2 0 5 0 6 5 8 8 8 5 8 5 6 8 2 5 8 5 2 8 5 5 8 9 1 9 5 6 0 2 2 2 6 6 6 6 2 6 6 6 6 6 6 1 1 8 8 5 5 5 5 5 3 2 2 0 9 0 2 6 2 8 2 8 1 3 1 1 3 2 6 1 1 2 1 1 6 1 2 2 2 1 2 3 3 4 2 1 1 1 6 3 9 1 1 1 1 1 3 7 9 3 1 1 2 4 2 2 0 0 2 6 6 6 5 9 6 8 0 0 9 9 8 8 9 2 0 6 2 5 2 2 6 5 6 1 6 0 0 5 0 0 2 0 6 6 8 6 9 2 3 3 3 3 5 8 5 5 2 4 0 4 3 2 3 4 5 0 0 5 0 6 0 2 2 2 2 2 8 6 8 8 8 5 8 5 6 8 2 0 8 8 0 0 5 0 2 1 8 2 0 0 0 1 1 1 1 1 3 1 3 5 5 5 0 0 2 2 1 9 2 6 2 2 2 9 5 8 8 1 6 2 2 2 5 5 1 9 9 0 9 6 9 2 8 2 1 0 0 0 0 5 0 0 0 0 2 0 2 5 0 2 0 0 5 0 0 1 0 2 2 0 2 0 0 0 9 9 9 9 9 9 9 9 9 2]
# Iterate through layers to get keras layer output of "decoder_0"
for layerIndex, layer in enumerate(idec.model.layers):
if(layer.name == "decoder_0"):
func = K.function([idec.model.get_layer(index=0).input], layer.output)
layerOutput = func([x]) # input_data is a numpy array
print(layerOutput.shape)
output = np.reshape(layerOutput, (843, 28,28)) # no.of.users, img.dim1, img.dim2
print(output.shape)
<class 'numpy.ndarray'> (843, 784) (843, 28, 28)
# Map the output layer back to uint8 type of range 0-255
output_array = np.multiply(output,50.)
output_array = output_array.astype(int)
output_array[output_array<0] = 0
output_array[output_array>255] = 255
print(np.min(output_array),np.max(output_array))
0 255
# Save decoder layer outputs as images
path = "/data/fiona123/GeolifeTrajectories/DecodedOutputHeatMap/"
for i in tqdm(range(output.shape[0])):
img_array = output_array[i,:,:]
imageio.imwrite(path + str(i) + '.png', img_array)
0%| | 0/843 [00:00<?, ?it/s]Lossy conversion from int64 to uint8. Range [0, 40]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 89]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 41]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 41]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 43]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 98]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 89]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 104]. Convert image to uint8 prior to saving to suppress this warning. 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Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 70]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 77]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 40]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 65]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 40]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 95]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 41]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 83]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 92]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 42]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 41]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 92]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 107]. Convert image to uint8 prior to saving to suppress this warning. 14%|█▍ | 118/843 [00:00<00:01, 592.11it/s]Lossy conversion from int64 to uint8. Range [0, 113]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 111]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 109]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 105]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 97]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 67]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 112]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 111]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 120]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 108]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 93]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 40]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 108]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 75]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 103]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 43]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 57]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 93]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 40]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 40]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 39]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 91]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 66]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 116]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 101]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 103]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 118]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 100]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 41]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 113]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 115]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 113]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 109]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 101]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 80]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 110]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 99]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 112]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 97]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 122]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 109]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 107]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 93]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 109]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 115]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 109]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 105]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 120]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 108]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 113]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 120]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 107]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 112]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 106]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 106]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 109]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 116]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 113]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 101]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 106]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 101]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 116]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 69]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 65]. Convert image to uint8 prior to saving to suppress this warning. 22%|██▏ | 182/843 [00:00<00:01, 611.36it/s]Lossy conversion from int64 to uint8. Range [0, 96]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 80]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 81]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 76]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 83]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 77]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 87]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 91]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 92]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 74]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 39]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 61]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 45]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 88]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 88]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 69]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 91]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 108]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 74]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 54]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 71]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 40]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 78]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 103]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 96]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 98]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 102]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 113]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 91]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 99]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 83]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 91]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 86]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 99]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 108]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 104]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 103]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 87]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 104]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 110]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 98]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 99]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 83]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 115]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 85]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 93]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 92]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 40]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 92]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 87]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 90]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 65]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 42]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 40]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 39]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 39]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 40]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 40]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 92]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 91]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 97]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 40]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 62]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 40]. Convert image to uint8 prior to saving to suppress this warning. 29%|██▉ | 246/843 [00:00<00:00, 620.06it/s]Lossy conversion from int64 to uint8. Range [0, 41]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 95]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 108]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 111]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 100]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 99]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 40]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 63]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 90]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 97]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 76]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 98]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 38]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 84]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 71]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 58]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 78]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 59]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 72]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 40]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 40]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 81]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 74]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 80]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 71]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 93]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 40]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 40]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 98]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 103]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 59]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 183]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 39]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 80]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 61]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 40]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 94]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 85]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 56]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 43]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 42]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 127]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 124]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 162]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 135]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 129]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 129]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 124]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 132]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 124]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 137]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 119]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 125]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 128]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 137]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 130]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 117]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 89]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 70]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 55]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 73]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 47]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 70]. Convert image to uint8 prior to saving to suppress this warning. 37%|███▋ | 309/843 [00:00<00:00, 588.88it/s]Lossy conversion from int64 to uint8. Range [0, 67]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 39]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 43]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 100]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 78]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 70]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 40]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 40]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 40]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 39]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 95]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 40]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 98]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 76]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 77]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 92]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 100]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 99]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 104]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 103]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 80]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 76]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 105]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 117]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 130]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 137]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 145]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 159]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 127]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 128]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 122]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 95]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 98]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 40]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 94]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 102]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 39]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 40]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 70]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 73]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 39]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 102]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 108]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 104]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 106]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 66]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 40]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 75]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 40]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 70]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 60]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 41]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 85]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 94]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 81]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 81]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 90]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 92]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 91]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 173]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 96]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 40]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 41]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 103]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 101]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 103]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 105]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 55]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 98]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 55]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 63]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 104]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 91]. Convert image to uint8 prior to saving to suppress this warning. 45%|████▌ | 382/843 [00:00<00:00, 632.28it/s]Lossy conversion from int64 to uint8. Range [0, 40]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 82]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 40]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 86]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 88]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 80]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 77]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 57]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 52]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 43]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 43]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 102]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 97]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 90]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 117]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 42]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 101]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 110]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 42]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 78]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 239]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 40]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 40]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 42]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 67]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 77]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 61]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 85]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 76]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 131]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 123]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 93]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 78]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 116]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 101]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 91]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 166]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 92]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 72]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 40]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 64]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 42]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 40]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 75]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 255]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 255]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 255]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 255]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 255]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 255]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 39]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 40]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 43]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 77]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 80]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 75]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 103]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 75]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 101]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 95]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 100]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 113]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 145]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 42]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 171]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 60]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 40]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 40]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 92]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 73]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 100]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 39]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 94]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 40]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 96]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 92]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 137]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 108]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 148]. Convert image to uint8 prior to saving to suppress this warning. 55%|█████▍ | 461/843 [00:00<00:00, 679.88it/s]Lossy conversion from int64 to uint8. Range [0, 60]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 111]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 140]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 163]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 149]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 86]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 179]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 197]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 172]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 95]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 88]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 154]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 59]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 124]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 61]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 53]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 115]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 182]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 198]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 146]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 73]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 136]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 93]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 92]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 147]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 106]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 145]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 133]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 91]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 180]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 162]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 100]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 166]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 65]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 184]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 121]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 175]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 59]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 179]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 67]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 144]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 156]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 76]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 162]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 118]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 157]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 137]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 74]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 40]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 40]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 102]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 97]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 98]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 60]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 42]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 41]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 98]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 97]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 81]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 94]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 79]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 75]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 95]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 106]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 112]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 101]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 107]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 45]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 58]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 73]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 70]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 43]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 39]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 93]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 102]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 106]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 111]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 110]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 107]. Convert image to uint8 prior to saving to suppress this warning. 64%|██████▍ | 540/843 [00:00<00:00, 713.05it/s]Lossy conversion from int64 to uint8. Range [0, 94]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 112]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 106]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 99]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 84]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 40]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 96]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 41]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 90]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 66]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 78]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 79]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 71]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 80]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 84]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 40]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 74]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 40]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 74]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 103]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 68]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 84]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 110]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 113]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 105]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 102]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 107]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 101]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 111]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 68]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 97]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 39]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 107]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 92]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 99]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 41]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 99]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 100]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 96]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 89]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 101]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 83]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 107]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 97]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 52]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 74]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 40]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 40]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 41]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 54]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 54]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 46]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 58]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 39]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 49]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 49]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 51]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 50]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 48]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 50]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 80]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 81]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 103]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 102]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 114]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 109]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 104]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 110]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 102]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 34]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 40]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 39]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 79]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 93]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 72]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 43]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 56]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 43]. Convert image to uint8 prior to saving to suppress this warning. 73%|███████▎ | 618/843 [00:00<00:00, 732.81it/s]Lossy conversion from int64 to uint8. Range [0, 108]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 42]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 84]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 85]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 92]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 114]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 117]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 78]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 40]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 71]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 126]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 107]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 41]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 121]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 102]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 98]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 109]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 30]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 40]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 46]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 100]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 41]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 48]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 39]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 179]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 46]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 121]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 110]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 95]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 93]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 62]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 93]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 105]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 114]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 85]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 93]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 121]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 59]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 126]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 81]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 128]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 90]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 126]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 40]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 146]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 41]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 40]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 72]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 78]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 39]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 82]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 57]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 52]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 104]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 108]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 61]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 105]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 76]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 86]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 110]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 106]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 101]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 71]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 95]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 39]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 86]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 80]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 40]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 102]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 41]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 40]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 93]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 100]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 54]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 85]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 65]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 79]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 78]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 95]. Convert image to uint8 prior to saving to suppress this warning. 83%|████████▎ | 697/843 [00:01<00:00, 747.84it/s]Lossy conversion from int64 to uint8. Range [0, 76]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 78]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 39]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 68]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 85]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 148]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 123]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 80]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 136]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 39]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 55]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 50]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 64]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 53]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 115]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 120]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 117]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 116]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 40]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 211]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 68]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 240]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 66]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 43]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 56]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 255]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 118]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 80]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 68]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 111]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 85]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 88]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 82]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 39]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 39]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 40]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 40]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 39]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 108]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 121]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 108]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 98]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 89]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 109]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 104]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 111]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 91]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 103]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 40]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 77]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 91]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 71]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 70]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 72]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 103]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 68]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 40]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 90]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 76]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 40]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 75]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 74]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 66]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 109]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 100]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 87]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 96]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 91]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 70]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 109]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 81]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 102]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 103]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 96]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 69]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 75]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 39]. Convert image to uint8 prior to saving to suppress this warning. 92%|█████████▏| 774/843 [00:01<00:00, 751.60it/s]Lossy conversion from int64 to uint8. Range [0, 40]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 90]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 99]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 40]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 100]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 40]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 38]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 39]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 78]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 107]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 92]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 86]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 92]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 67]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 39]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 40]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 39]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 76]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 89]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 88]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 95]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 113]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 69]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 112]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 88]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 111]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 40]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 77]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 43]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 87]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 76]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 67]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 75]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 74]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 99]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 69]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 82]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 82]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 68]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 39]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 77]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 39]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 97]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 76]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 39]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 73]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 80]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 94]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 73]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 68]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 95]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 65]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 47]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 40]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 80]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 40]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 76]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 73]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 66]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 159]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 153]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 130]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 140]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 86]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 125]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 149]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 145]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 165]. Convert image to uint8 prior to saving to suppress this warning. Lossy conversion from int64 to uint8. Range [0, 39]. Convert image to uint8 prior to saving to suppress this warning. 100%|██████████| 843/843 [00:01<00:00, 691.16it/s]
# T-sne
tsne = TSNE(n_components = 2, random_state=0)
tsne_res = tsne.fit_transform(x)
sns.scatterplot(x = tsne_res[:,0], y = tsne_res[:,1], hue = y_pred, palette = sns.hls_palette(10), legend = 'full');
output_dict = {}
for key, value in zip(img_path, y_pred):
output_dict[key] = value
# Create a dictionary of key - image_path and value - predicted cluster number
from itertools import groupby
import operator
by_value = operator.itemgetter(1)
output = [dict(g) for k, g in groupby(sorted(output_dict.items(), key = by_value), by_value)]
# Function that lets you view a cluster
def view_cluster(cluster):
plt.figure(figsize = (50,50));
filtered = list(output[i].keys())
#filter_output = filtered[:7]
# plot each image in the cluster
for index, file in enumerate(filtered):
plt.subplot(15,15,index+1);
user = str(file.split("/")[5])
date = str(file.split("/")[6]).replace('.png', '')
plt.gca().set_title(f'Cluster {cluster} - User {user} - Date {date}', fontsize=8)
img = load_img(file)
img = np.array(img)
plt.imshow(img)
plt.axis('off')
# Visualize all the clusters
for i in range(1,n_clust):
view_cluster(i)
# Elbow plot to identify the optimal number of clusters
# this is just incase you want to see which value for k might be the best
sse = []
list_k = list(range(3, 20,2))
for k in list_k:
km = KMeans(n_clusters=k, random_state=22)
km.fit(x)
sse.append(km.inertia_)
# Plot sse against k
plt.figure(figsize=(6, 6))
plt.plot(list_k, sse)
plt.xlabel(r'Number of clusters *k*')
plt.ylabel('Sum of squared distance');
%matplotlib inline
def plot_heatmap(X, figsize=(7,7)):
fig, ax = plt.subplots(figsize=figsize)
sns.heatmap(X, ax=ax)
S = cosine_similarity(x)
plot_heatmap(S)
print(S.shape)
(843, 843)
path = '/data/fiona123/GeolifeTrajectories/ResizedHeatMap_28'
df, img = createSSIMimage(path)
display(img)
img.save('ssim-28-input.png')
print(df.values.mean())
print(df.values.std())
path = '/data/fiona123/GeolifeTrajectories/DecodedOutputHeatMap'
df, img = createSSIMimage(path)
display(img)
img.save('ssim-28-decoded.png')
print(df.values.mean())
print(df.values.std())
['/data/fiona123/GeolifeTrajectories/DecodedOutputHeatMap/0.png', '/data/fiona123/GeolifeTrajectories/DecodedOutputHeatMap/1.png', '/data/fiona123/GeolifeTrajectories/DecodedOutputHeatMap/10.png', '/data/fiona123/GeolifeTrajectories/DecodedOutputHeatMap/100.png', '/data/fiona123/GeolifeTrajectories/DecodedOutputHeatMap/101.png', '/data/fiona123/GeolifeTrajectories/DecodedOutputHeatMap/102.png', '/data/fiona123/GeolifeTrajectories/DecodedOutputHeatMap/103.png', '/data/fiona123/GeolifeTrajectories/DecodedOutputHeatMap/104.png', '/data/fiona123/GeolifeTrajectories/DecodedOutputHeatMap/105.png', '/data/fiona123/GeolifeTrajectories/DecodedOutputHeatMap/106.png', '/data/fiona123/GeolifeTrajectories/DecodedOutputHeatMap/107.png', '/data/fiona123/GeolifeTrajectories/DecodedOutputHeatMap/108.png', '/data/fiona123/GeolifeTrajectories/DecodedOutputHeatMap/109.png', '/data/fiona123/GeolifeTrajectories/DecodedOutputHeatMap/11.png', '/data/fiona123/GeolifeTrajectories/DecodedOutputHeatMap/110.png', 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100%|██████████| 843/843 [20:34<00:00, 1.46s/it]
0.4587618300799129 0.24031997313037065
# Similarity for each pair of users, computed using the SSIM metric for GeoLife
# Raw input heatmap images
path="/home/NETID/fiona123/css590/scripts/Assignment0/ssim-28-input.png"
display(Image.open(path))
# Decoder layer output
path="/home/NETID/fiona123/css590/scripts/Assignment0/ssim-28-decoded.png"
display(Image.open(path))